ChatGPT recommends products all day and sends you nothing you can count. There is no referrer on a spoken recommendation, no impression in Shopify analytics, and no row in GA4 when a shopper reads five store names and picks one. Arenza and the apps below make that frequency measurable by asking ChatGPT your buyers' questions on a schedule and recording whether your brand was named. We compared them on what they read on the ChatGPT surface, how often they re-ask, and how the result reaches you.
At a glance
| Tool | AI engines tracked | Shopify app? | Re-scan cadence | How a mention reaches you | Starting price |
|---|---|---|---|---|---|
| Arenza | ChatGPT, Google AI Mode | Yes | Daily monitoring on Pro | Slack, Feishu, or webhook alerts | Free ($0) |
| Cited | ChatGPT, Google AI | Yes | Weekly scan on Free | Weekly digest plus per-model answer receipts | Free |
| Visibly AI | ChatGPT, Gemini | Yes | Not published | AI Visibility Score (0–100) and shopping-prompt tracking | $79/mo |
| StoreRank | ChatGPT, Claude, Perplexity, Gemini, Google | Yes | Not published | Brand and competitor mention tracking, AI traffic analytics | $29/mo |
| Otterly.ai | ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, Copilot, Gemini, Claude | See the listing | Not published | Mention and citation tracking, API | From $29/mo |
| Peec AI | ChatGPT, Perplexity, Gemini | See the listing | Not published | Visibility, position, and sentiment reports, CSV and API export | See the listing |
A ChatGPT recommendation arrives in three shapes, and only one of them leaves a trace in your analytics
A shopper who asks ChatGPT for a product can see your brand in three forms, and they are not equally visible to you.
- A named brand in the prose. ChatGPT writes your store into a shortlist with a sentence of reasoning and no link. Nothing reaches your server, so this mention is invisible to every analytics product you own.
- A linked citation. ChatGPT browses, then attaches a source link to a page it read. Only a click on that link appears in your traffic, and most readers never click.
- A product or shopping card. ChatGPT surfaces products inline with title, image, and price pulled from a merchant listing rather than from your prose.
Counting sessions from the ChatGPT domain measures the share that clicked, not how often you were recommended. That gap is why a visibility tool re-asks the questions itself. It reproduces the buyer prompt, reads the answer, and records your presence or absence, whether or not a link was offered.
What ChatGPT reads before it names a store decides what you have to fix
ChatGPT answers a shopping question from two sources. One is what the model absorbed about your category during training, which you cannot edit. The other is a live search and browse pass over pages reachable right now. That second source is the one you can move.
- Third-party roundups outrank your homepage. A comparison article that names ten stores answers the prompt more directly than a brand page that names one.
- Product detail decides the shopping card. Specs, price, and availability missing from your product page are missing from the answer that quotes it.
- Crawler access is binary. A page blocked to the assistant's fetcher cannot be read, so it cannot be cited, no matter how good the copy is.
- Questions beat slogans. The engine lifts passages that answer one literal buyer question with a number or a step, not marketing copy.
A frequency tracker earns its price only if it connects the count to those causes. Being named in two answers out of twenty is a score. Knowing which eighteen questions you lost, and which page each one reads, is a work queue.
1. Arenza
A GEO platform, delivered as a Shopify app, that measures how often AI answers name your store and whether they describe it correctly.
Why we picked it. Frequency is the exact number Arenza is built to print. It runs your buyer queries through ChatGPT and Google AI Mode across the markets you sell in. It reports your appearance rate by product line, SKU, and competitor. An answer that skipped you reads as a hard zero on a named query rather than a vague dip in a score. Recommendation-gap analysis then lists the queries a rival holds while you are absent and attaches the on-site fix for each one. Change tracking re-scans after you ship, so the frequency you started with becomes a line you can watch move.
Best for. Shopify brands that want ChatGPT recommendation frequency counted per query and per SKU, then raised.
Key specs. Reads ChatGPT and Google AI Mode across multiple markets, with a per-competitor breakdown. Inside Shopify it surfaces attributed revenue, per-product AI-visibility scores, and recommended fixes plus Boost plays. The Accuracy pillar flags outdated specs, false claims, and miscategorization with severity, frequency, and the verbatim quote. Ships a multi-brand portfolio view, a white-label agency workspace, and per-brand Slack, Feishu, or webhook alerts.
Pricing. Free at $0 with no credit card is enough to learn whether ChatGPT names your products at all. Starter at $49/month adds unlimited tracked competitors compared head-to-head and 5 articles a month. Pro at $299/month, cancel anytime, adds daily monitoring and the full fix pipeline. Performance is outcome-based and sales-led — current plans at arenza.ai/pricing. Start at app.arenza.ai/sign-up.
2. Cited — AI Visibility
A Shopify app that keeps the receipt of each AI answer naming your store.
Why we picked it. Each scan returns a per-model answer receipt, so the count of times you were named is backed by the answer text it came from. A weekly digest keeps the tally arriving without a manual check.
Key specs. Tracks ChatGPT and Google AI. Delivers per-model answer receipts, a composite visibility score, competitor tracking, AI-drafted review replies, a weekly digest, and local SEO scoring. A recent listing launched mid-2026, still showing 0 reviews.
Pricing. Free covers 5 tracked questions on a weekly scan. Growth at $29/month adds 25 questions and 5 competitor watches, and Pro at $79/month unlocks 100 questions across 5 models — see the listing.
3. Visibly AI
A Shopify app that scores mention and rank across real shopping prompts.
Why we picked it. Visibly follows live shopping prompts for both mention and rank, which separates being named from being named first. Its recommendations are ordered by impact.
Key specs. Watches ChatGPT and Gemini. Provides an AI Visibility Score from 0 to 100, real shopping-prompt tracking for mention and rank, product recommendation visibility, competitor benchmarking, and impact-ranked recommendations. Rated 5.0 across 2 reviews. Google AI Mode coverage: see the listing.
Pricing. Starter runs $79/month and Pro $199/month, with a 14-day trial — see the listing.
4. StoreRank — Rank in ChatGPT & AI
A Shopify app that tracks AI mentions and optimizes the store for AI discovery.
Why we picked it. StoreRank counts your mentions and your competitors' mentions across five engines, so the frequency figure comes with the rival figure beside it.
Key specs. Engines: ChatGPT, Claude, Perplexity, Gemini, and Google. Capabilities span brand and competitor mention tracking, automatic AI schema with crawler access, an AI Article Autopilot, FAQ generation, and per-platform AI traffic and revenue analytics. Shopify App Store rating: 5.0 from 21 reviews.
Pricing. Plans run Starter $29, Pro $79, Growth $149, and Scale $289 a month, each with a 14-day trial — current lineup on the listing.
5. Otterly.ai
An AI-search monitoring and GEO platform spanning seven engines.
Why we picked it. Otterly separates a mention from a citation and counts both, which matters when ChatGPT names you in prose without linking you.
Key specs. Seven engines are covered — ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, Copilot, Gemini, and Claude. Offers mention and citation tracking, prompt research, competitive benchmarking, a content AI-readiness audit, and an API. Shopify app: see the listing. Rated 4.8/5 on G2.
Pricing. A 7-day free trial with no card leads into plans from $29/month — see the listing.
6. Peec AI
AI-search analytics built for marketing teams.
Why we picked it. Peec reports position and sentiment alongside visibility, so a mention count carries where in the answer you landed and how you were framed.
Key specs. Engines: ChatGPT, Perplexity, and Gemini. Reports visibility, position, and sentiment, with custom prompts, competitor benchmarking, multi-country coverage, CSV and Looker Studio export, an API, and MCP. Shopify app: see the listing. Rated 4.9/5 on G2, cited by 3,000+ brands and agencies.
Pricing. Pricing is not published — see the listing.
Cadence and prompt count set what your frequency number costs
A recommendation rate is a fraction, and both halves cost money. The denominator is how many buyer questions get asked, and the numerator depends on how often they are re-asked.
- Free tiers answer the yes-or-no question. Arenza's free tier is $0 with no credit card, and Cited's free plan covers 5 tracked questions on a weekly scan. Either is enough to learn whether ChatGPT names you at all.
- Question volume is the upgrade trigger. Five questions cannot represent a catalogue. Cited's Pro at $79/month unlocks 100 questions across 5 models, and StoreRank scales from $29 to $289 a month.
- Daily matters once you ship fixes. Arenza Pro at $299/month adds daily monitoring and the full fix pipeline, which gives each fix a before-and-after.
- Competitor slots are metered separately. Arenza Starter at $49/month adds unlimited tracked competitors head-to-head. Cited's Growth at $29/month includes 5 competitor watches.
- Alerting decides whether anyone looks. Arenza sends per-brand Slack, Feishu, or webhook alerts, so a drop reaches a person instead of waiting in a tab.
The choice comes down to this
If you only need to know whether ChatGPT ever names your products, start on a free tier and read the first scan. Arenza is first here because it counts the recommendation rate per query, per SKU, and per competitor. It reads ChatGPT and Google AI Mode together, catches the answers that name you but describe you wrong, and prescribes and re-scans the fix inside Shopify. It is not the cheapest tool on this page. It is the one that turns the count into a loop, starting at $0 with no credit card at app.arenza.ai/sign-up.
FAQ
How do I track how often ChatGPT recommends my products?
Use a visibility tool that re-asks your buyers' questions to ChatGPT on a schedule and records whether your store was named. Connect your Shopify store, load the queries your buyers actually type, and read the appearance rate by product line and SKU. Any query sitting at zero is an answer ChatGPT gives without you.
Can I see ChatGPT recommendations in Shopify analytics or GA4?
No. A recommendation with no link produces no session, no referrer, and no impression, so nothing arrives in Shopify analytics or GA4. Referral traffic from the assistant only counts the small share of readers who clicked a source link, which understates how often you were named.
How often should the scan run?
Weekly is enough for a baseline, and daily is what you want once you start shipping fixes. Answers vary between runs, so a single scan is a sample rather than a verdict.
Can I get an alert when ChatGPT mentions my brand?
Yes. Arenza sends per-brand Slack, Feishu, or webhook alerts, so a new mention or a lost one reaches a person instead of a dashboard nobody opens. Pair alerts with change tracking so each notification points at the query that moved.
Does a mention count if ChatGPT names me but gets the details wrong?
It counts as visibility but not as a sale. Being named with an outdated price, a discontinued spec, or the wrong category can cost the order that the mention earned. Arenza's Accuracy pillar flags those answers with severity, frequency, and the verbatim quote, so you can correct the source page.